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        <h1><a href="index.html">All files</a> behaviorAnalysis.js</h1>
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            <div class='fl pad1y space-right2'>
                <span class="strong">23.25% </span>
                <span class="quiet">Statements</span>
                <span class='fraction'>30/129</span>
            </div>
        
            
            <div class='fl pad1y space-right2'>
                <span class="strong">30.23% </span>
                <span class="quiet">Branches</span>
                <span class='fraction'>13/43</span>
            </div>
        
            
            <div class='fl pad1y space-right2'>
                <span class="strong">9.52% </span>
                <span class="quiet">Functions</span>
                <span class='fraction'>2/21</span>
            </div>
        
            
            <div class='fl pad1y space-right2'>
                <span class="strong">24% </span>
                <span class="quiet">Lines</span>
                <span class='fraction'>30/125</span>
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<span class="cline-any cline-neutral">&nbsp;</span></td><td class="text"><pre class="prettyprint lang-js">import axios from 'axios';
import WebSocket from 'ws';
import LoginHistory from '../models/LoginHistory.js';
&nbsp;
// 快速规则评估系统
const evaluateByRules = (history, currentGeo) =&gt; {
  let riskScore = 0;
  const reasons = [];
&nbsp;
  // 1. 检查登录频率
  <span class="missing-if-branch" title="if path not taken" >I</span>if (history.length &gt; 0) {
    const recentLogins = <span class="cstat-no" title="statement not covered" >history.filter(<span class="fstat-no" title="function not covered" >h </span>=&gt;</span>
<span class="cstat-no" title="statement not covered" >      Date.now() - new Date(h.timestamp).getTime() &lt; 24 * 60 * 60 * 1000</span>
    );
<span class="cstat-no" title="statement not covered" >    if (recentLogins.length &gt; 5) {</span>
<span class="cstat-no" title="statement not covered" >      riskScore += 40; </span> // 增加风险分数
<span class="cstat-no" title="statement not covered" >      reasons.push('24小时内登录次数过多');</span>
    }
  }
&nbsp;
  // 2. 检查地理位置变化
  <span class="missing-if-branch" title="if path not taken" >I</span>if (history.length &gt; 0) {
    const lastLogin = <span class="cstat-no" title="statement not covered" >history[0];</span>
<span class="cstat-no" title="statement not covered" >    if (lastLogin.geo?.city !== currentGeo.city) {</span>
<span class="cstat-no" title="statement not covered" >      riskScore += 15;</span>
<span class="cstat-no" title="statement not covered" >      reasons.push('登录地点发生变化');</span>
    }
  }
&nbsp;
  // 3. 检查IP类型
  <span class="missing-if-branch" title="if path not taken" >I</span>if (currentGeo.isProxy || currentGeo.isVPN) {
<span class="cstat-no" title="statement not covered" >    riskScore += 40; </span> // 增加风险分数
<span class="cstat-no" title="statement not covered" >    reasons.push('使用代理或VPN');</span>
  }
&nbsp;
  // 4. 检查时间模式
  <span class="missing-if-branch" title="if path not taken" >I</span>if (history.length &gt; 0) {
    const lastLogin = <span class="cstat-no" title="statement not covered" >history[0];</span>
    const timeDiff = <span class="cstat-no" title="statement not covered" >Date.now() - new Date(lastLogin.timestamp).getTime();</span>
<span class="cstat-no" title="statement not covered" >    if (timeDiff &lt; 5 * 60 * 1000) { // 5分钟内</span>
<span class="cstat-no" title="statement not covered" >      riskScore += 15;</span>
<span class="cstat-no" title="statement not covered" >      reasons.push('短时间内重复登录');</span>
    }
  }
&nbsp;
  // 确保风险分数在0-100范围内
  riskScore = Math.min(Math.max(riskScore, 0), 100);
  // 将风险分数转换为0-1范围
  const normalizedScore = riskScore / 100;
  return { riskScore: normalizedScore, reasons };
};
&nbsp;
// 缓存最近的评估结果
const evaluationCache = new Map();
const CACHE_TTL = 500; // 降低缓存时间到500ms以便测试
&nbsp;
// WebSocket 连接池
const wsPool = new Map();
const WS_URL = 'ws://localhost:11434/api/generate';
&nbsp;
// 获取或创建 WebSocket 连接
const getWebSocket = <span class="fstat-no" title="function not covered" >()</span> =&gt; {
  const key = <span class="cstat-no" title="statement not covered" >'default';</span>
<span class="cstat-no" title="statement not covered" >  if (!wsPool.has(key)) {</span>
    const ws = <span class="cstat-no" title="statement not covered" >new WebSocket(WS_URL);</span>
<span class="cstat-no" title="statement not covered" >    wsPool.set(key, ws);</span>
&nbsp;
    // 设置心跳检测
    const heartbeat = <span class="cstat-no" title="statement not covered" >setInterval(<span class="fstat-no" title="function not covered" >()</span> =&gt; {</span>
<span class="cstat-no" title="statement not covered" >      if (ws.readyState === WebSocket.OPEN) {</span>
<span class="cstat-no" title="statement not covered" >        ws.ping();</span>
      }
    }, 30000);
&nbsp;
<span class="cstat-no" title="statement not covered" >    ws.on('close', <span class="fstat-no" title="function not covered" >()</span> =&gt; {</span>
<span class="cstat-no" title="statement not covered" >      clearInterval(heartbeat);</span>
<span class="cstat-no" title="statement not covered" >      wsPool.delete(key);</span>
    });
&nbsp;
<span class="cstat-no" title="statement not covered" >    ws.on('error', <span class="fstat-no" title="function not covered" >(e</span>rror) =&gt; {</span>
<span class="cstat-no" title="statement not covered" >      console.error('WebSocket错误:', error);</span>
<span class="cstat-no" title="statement not covered" >      wsPool.delete(key);</span>
    });
  }
<span class="cstat-no" title="statement not covered" >  return wsPool.get(key);</span>
};
&nbsp;
// WebSocket 响应处理函数
const streamLLMResponse = <span class="fstat-no" title="function not covered" >as</span>ync (prompt) =&gt; {
<span class="cstat-no" title="statement not covered" >  return new Promise(<span class="fstat-no" title="function not covered" >(r</span>esolve, reject) =&gt; {</span>
    const ws = <span class="cstat-no" title="statement not covered" >getWebSocket();</span>
    let responseText = <span class="cstat-no" title="statement not covered" >'';</span>
    let timeoutId;
&nbsp;
    // 设置超时
<span class="cstat-no" title="statement not covered" >    timeoutId = setTimeout(<span class="fstat-no" title="function not covered" >()</span> =&gt; {</span>
<span class="cstat-no" title="statement not covered" >      reject(new Error('请求超时'));</span>
<span class="cstat-no" title="statement not covered" >      cleanup();</span>
    }, 10000);
&nbsp;
    const cleanup = <span class="cstat-no" title="statement not covered" ><span class="fstat-no" title="function not covered" >()</span> =&gt; {</span>
<span class="cstat-no" title="statement not covered" >      clearTimeout(timeoutId);</span>
<span class="cstat-no" title="statement not covered" >      ws.removeListener('message', onMessage);</span>
<span class="cstat-no" title="statement not covered" >      ws.removeListener('error', onError);</span>
<span class="cstat-no" title="statement not covered" >      ws.removeListener('close', onClose);</span>
    };
&nbsp;
    const onMessage = <span class="cstat-no" title="statement not covered" ><span class="fstat-no" title="function not covered" >(d</span>ata) =&gt; {</span>
<span class="cstat-no" title="statement not covered" >      try {</span>
        const response = <span class="cstat-no" title="statement not covered" >JSON.parse(data);</span>
<span class="cstat-no" title="statement not covered" >        if (response.response) {</span>
<span class="cstat-no" title="statement not covered" >          responseText += response.response;</span>
          // 如果已经收到数字，可以提前结束
<span class="cstat-no" title="statement not covered" >          if (/^\d+$/.test(responseText.trim())) {</span>
<span class="cstat-no" title="statement not covered" >            cleanup();</span>
<span class="cstat-no" title="statement not covered" >            resolve(parseInt(responseText.trim()));</span>
          }
        }
      } catch (error) {
<span class="cstat-no" title="statement not covered" >        console.error('解析WebSocket数据失败:', error);</span>
      }
    };
&nbsp;
    const onError = <span class="cstat-no" title="statement not covered" ><span class="fstat-no" title="function not covered" >(e</span>rror) =&gt; {</span>
<span class="cstat-no" title="statement not covered" >      console.error('WebSocket错误:', error);</span>
<span class="cstat-no" title="statement not covered" >      cleanup();</span>
<span class="cstat-no" title="statement not covered" >      reject(error);</span>
    };
&nbsp;
    const onClose = <span class="cstat-no" title="statement not covered" ><span class="fstat-no" title="function not covered" >()</span> =&gt; {</span>
<span class="cstat-no" title="statement not covered" >      cleanup();</span>
<span class="cstat-no" title="statement not covered" >      reject(new Error('WebSocket连接关闭'));</span>
    };
&nbsp;
    // 等待连接就绪
<span class="cstat-no" title="statement not covered" >    if (ws.readyState === WebSocket.OPEN) {</span>
<span class="cstat-no" title="statement not covered" >      sendRequest();</span>
    } else {
<span class="cstat-no" title="statement not covered" >      ws.once('open', sendRequest);</span>
    }
&nbsp;
    function <span class="fstat-no" title="function not covered" >sendRequest(</span>) {
<span class="cstat-no" title="statement not covered" >      ws.send(JSON.stringify({</span>
        model: 'deepseek-r1:8b',
        prompt: prompt,
        stream: true,
        options: {
          temperature: 0.3,
          max_tokens: 10
        }
      }));
&nbsp;
<span class="cstat-no" title="statement not covered" >      ws.on('message', onMessage);</span>
<span class="cstat-no" title="statement not covered" >      ws.on('error', onError);</span>
<span class="cstat-no" title="statement not covered" >      ws.on('close', onClose);</span>
    }
  });
};
&nbsp;
// 大模型调用函数
const callLLM = <span class="fstat-no" title="function not covered" >as</span>ync (prompt) =&gt; {
<span class="cstat-no" title="statement not covered" >  try {</span>
    const response = <span class="cstat-no" title="statement not covered" >await fetch('http://localhost:11434/api/generate', {</span>
      method: 'POST',
      headers: { 'Content-Type': 'application/json' },
      body: JSON.stringify({
        model: 'deepseek-r1:8b',
        prompt: prompt,
        stream: false,
        options: {
          temperature: 0.7,
          top_p: 0.9,
          top_k: 40,
          repeat_penalty: 1.1,
          presence_penalty: 0.0,
          frequency_penalty: 0.0,
          num_ctx: 4096,
          num_gpu: 1,
          num_thread: 4,
          seed: -1
        }
      }),
      timeout: 60000
    });
&nbsp;
<span class="cstat-no" title="statement not covered" >    if (!response.ok) {</span>
<span class="cstat-no" title="statement not covered" >      throw new Error(`LLM API error: ${response.status}`);</span>
    }
&nbsp;
    const data = <span class="cstat-no" title="statement not covered" >await response.json();</span>
<span class="cstat-no" title="statement not covered" >    return parseInt(data.response.trim());</span>
  } catch (error) {
<span class="cstat-no" title="statement not covered" >    console.error('LLM调用失败:', error);</span>
<span class="cstat-no" title="statement not covered" >    throw error;</span>
  }
};
&nbsp;
// 重试机制
const retry = <span class="fstat-no" title="function not covered" >as</span>ync (fn, retries = <span class="branch-0 cbranch-no" title="branch not covered" >3)</span> =&gt; {
  let lastError;
<span class="cstat-no" title="statement not covered" >  for (let i = <span class="cstat-no" title="statement not covered" >0;</span> i &lt; retries; i++) {</span>
<span class="cstat-no" title="statement not covered" >    try {</span>
<span class="cstat-no" title="statement not covered" >      return await fn();</span>
    } catch (error) {
<span class="cstat-no" title="statement not covered" >      lastError = error;</span>
<span class="cstat-no" title="statement not covered" >      console.log(`重试中，剩余次数: ${retries - i - 1}`);</span>
<span class="cstat-no" title="statement not covered" >      if (i &lt; retries - 1) {</span>
<span class="cstat-no" title="statement not covered" >        await new Promise(<span class="fstat-no" title="function not covered" >re</span>solve =&gt; <span class="cstat-no" title="statement not covered" >setTimeout(resolve, 1000))</span>;</span>
      }
    }
  }
<span class="cstat-no" title="statement not covered" >  throw lastError;</span>
};
&nbsp;
// 清理过期缓存
setInterval(<span class="fstat-no" title="function not covered" >()</span> =&gt; {
  const now = <span class="cstat-no" title="statement not covered" >Date.now();</span>
<span class="cstat-no" title="statement not covered" >  for (const [key, value] of evaluationCache.entries()) {</span>
<span class="cstat-no" title="statement not covered" >    if (now - value.timestamp &gt; CACHE_TTL) {</span>
<span class="cstat-no" title="statement not covered" >      evaluationCache.delete(key);</span>
    }
  }
}, 60000); // 每分钟清理一次过期缓存
&nbsp;
export const analyzeBehavior = async (userId, ip, geo) =&gt; {
  try {
    // 1. 检查缓存
    const cacheKey = `${userId}-${ip}`;
    const cachedResult = evaluationCache.get(cacheKey);
    if (cachedResult &amp;&amp; Date.now() - cachedResult.timestamp &lt; CACHE_TTL) {
      return { riskScore: cachedResult.riskScore, analysis: cachedResult.reasons };
    }
&nbsp;
    // 2. 获取历史记录
    const history = await LoginHistory.find({ userId })
      .sort({ timestamp: -1 })
      .limit(5)
      .lean();
&nbsp;
    // 3. 快速规则评估
    const ruleResult = evaluateByRules(history, geo);
&nbsp;
    // 4. 根据规则评估结果决定是否需要调用大模型
    <span class="missing-if-branch" title="else path not taken" >E</span>if (ruleResult.riskScore &gt; 0.7 || ruleResult.riskScore &lt; 0.3) {
      // 风险明显，直接使用规则评估结果
      evaluationCache.set(cacheKey, {
        riskScore: ruleResult.riskScore,
        timestamp: Date.now(),
        reasons: ruleResult.reasons
      });
      return { riskScore: ruleResult.riskScore, analysis: ruleResult.reasons };
    }
&nbsp;
    // 5. 需要更细致评估时调用大模型
    const prompt = <span class="cstat-no" title="statement not covered" >`用户${userId}的登录模式分析：\n- 最近登录地点：${history.map(<span class="fstat-no" title="function not covered" >h </span>=&gt; <span class="cstat-no" title="statement not covered" >h.geo?.city)</span>.join(', ')}\n- 当前登录地点：${geo.city}\n- 风险因素：${ruleResult.reasons.join(', ')}\n请评估风险等级（0-100），直接返回数字：`;</span>
&nbsp;
<span class="cstat-no" title="statement not covered" >    try {</span>
      // 使用重试机制调用大模型
      const llmScore = <span class="cstat-no" title="statement not covered" >await retry(<span class="fstat-no" title="function not covered" >()</span> =&gt; <span class="cstat-no" title="statement not covered" >callLLM(prompt))</span>;</span>
      // 确保LLM返回的分数是有效的数字
      const validScore = <span class="cstat-no" title="statement not covered" >isNaN(llmScore) ? 50 : Math.min(Math.max(llmScore, 0), 100);</span>
      const normalizedScore = <span class="cstat-no" title="statement not covered" >validScore / 100;</span>
&nbsp;
      // 6. 缓存结果
<span class="cstat-no" title="statement not covered" >      evaluationCache.set(cacheKey, {</span>
        riskScore: normalizedScore,
        timestamp: Date.now(),
        reasons: ruleResult.reasons
      });
&nbsp;
<span class="cstat-no" title="statement not covered" >      return { riskScore: normalizedScore, analysis: ruleResult.reasons };</span>
    } catch (error) {
<span class="cstat-no" title="statement not covered" >      console.error('LLM调用失败:', error);</span>
      // LLM调用失败时使用规则评估结果
<span class="cstat-no" title="statement not covered" >      return { riskScore: ruleResult.riskScore, analysis: ruleResult.reasons };</span>
    }
  } catch (error) {
<span class="cstat-no" title="statement not covered" >    console.error('行为分析失败:', error);</span>
    // 发生错误时返回中等风险分数
<span class="cstat-no" title="statement not covered" >    return { riskScore: 0.5, analysis: ['系统评估失败，采用默认风险等级'] };</span>
  }
}; </pre></td></tr></table></pre>

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